Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 86.1 KiB |
| Average record size in memory | 88.1 B |
Variable types
| NUM | 10 |
|---|---|
| BOOL | 1 |
X0 has unique values | Unique |
X1 has unique values | Unique |
X2 has unique values | Unique |
X3 has unique values | Unique |
X4 has unique values | Unique |
X5 has unique values | Unique |
X6 has unique values | Unique |
X7 has unique values | Unique |
X8 has unique values | Unique |
X9 has unique values | Unique |
Reproduction
| Analysis started | 2020-12-15 20:04:20.353397 |
|---|---|
| Analysis finished | 2020-12-15 20:04:43.957657 |
| Duration | 23.6 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.0403644055 |
|---|---|
| Minimum | -3.24536605 |
| Maximum | 3.174938727 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.24536605 |
|---|---|
| 5-th percentile | -1.794935307 |
| Q1 | -0.6939938296 |
| median | -0.0172247499 |
| Q3 | 0.622162731 |
| 95-th percentile | 1.599991625 |
| Maximum | 3.174938727 |
| Range | 6.420304777 |
| Interquartile range (IQR) | 1.316156561 |
Descriptive statistics
| Standard deviation | 1.018309419 |
|---|---|
| Coefficient of variation (CV) | -25.22790579 |
| Kurtosis | 0.01045963782 |
| Mean | -0.0403644055 |
| Median Absolute Deviation (MAD) | 0.6510907074 |
| Skewness | -0.1049546095 |
| Sum | -40.3644055 |
| Variance | 1.036954073 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.2852388901 | 1 | 0.1% | |
| 0.1545601521 | 1 | 0.1% | |
| -0.7150487757 | 1 | 0.1% | |
| -1.27435943 | 1 | 0.1% | |
| -0.7867148087 | 1 | 0.1% | |
| -0.94159365 | 1 | 0.1% | |
| -0.8555139573 | 1 | 0.1% | |
| 0.4710524291 | 1 | 0.1% | |
| -0.2429646357 | 1 | 0.1% | |
| 0.3289659848 | 1 | 0.1% | |
| 0.6398224731 | 1 | 0.1% | |
| 0.5288788411 | 1 | 0.1% | |
| -0.7353872073 | 1 | 0.1% | |
| -0.006540064794 | 1 | 0.1% | |
| -1.215874753 | 1 | 0.1% | |
| 0.1979970213 | 1 | 0.1% | |
| 1.561007024 | 1 | 0.1% | |
| -1.906619939 | 1 | 0.1% | |
| 0.1255491251 | 1 | 0.1% | |
| -0.8189360436 | 1 | 0.1% | |
| -0.6494761698 | 1 | 0.1% | |
| 1.574294917 | 1 | 0.1% | |
| 0.9064139933 | 1 | 0.1% | |
| 0.8492222616 | 1 | 0.1% | |
| -0.07480607436 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.24536605 | 1 | 0.1% | |
| -3.07349289 | 1 | 0.1% | |
| -2.941289257 | 1 | 0.1% | |
| -2.881423867 | 1 | 0.1% | |
| -2.723594754 | 1 | 0.1% | |
| -2.633418975 | 1 | 0.1% | |
| -2.633177714 | 1 | 0.1% | |
| -2.615159764 | 1 | 0.1% | |
| -2.601977151 | 1 | 0.1% | |
| -2.561067988 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.174938727 | 1 | 0.1% | |
| 2.714551058 | 1 | 0.1% | |
| 2.636613756 | 1 | 0.1% | |
| 2.564170197 | 1 | 0.1% | |
| 2.50394567 | 1 | 0.1% | |
| 2.386528411 | 1 | 0.1% | |
| 2.338875321 | 1 | 0.1% | |
| 2.314849967 | 1 | 0.1% | |
| 2.27568312 | 1 | 0.1% | |
| 2.272820834 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.00386631708 |
|---|---|
| Minimum | -3.325521169 |
| Maximum | 2.89833445 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.325521169 |
|---|---|
| 5-th percentile | -1.757182536 |
| Q1 | -0.6321624876 |
| median | 0.07859654651 |
| Q3 | 0.6618111214 |
| 95-th percentile | 1.556832665 |
| Maximum | 2.89833445 |
| Range | 6.223855619 |
| Interquartile range (IQR) | 1.293973609 |
Descriptive statistics
| Standard deviation | 0.9964756696 |
|---|---|
| Coefficient of variation (CV) | 257.7325266 |
| Kurtosis | 0.06462655354 |
| Mean | 0.00386631708 |
| Median Absolute Deviation (MAD) | 0.6490862879 |
| Skewness | -0.2093870368 |
| Sum | 3.86631708 |
| Variance | 0.9929637601 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.4078726221 | 1 | 0.1% | |
| -1.226957341 | 1 | 0.1% | |
| -1.884137286 | 1 | 0.1% | |
| 0.5012788074 | 1 | 0.1% | |
| 0.4849369082 | 1 | 0.1% | |
| -0.08926497755 | 1 | 0.1% | |
| -0.7836300673 | 1 | 0.1% | |
| 0.2671664327 | 1 | 0.1% | |
| 0.3466703573 | 1 | 0.1% | |
| 0.599383907 | 1 | 0.1% | |
| 0.6708106101 | 1 | 0.1% | |
| -0.7836123411 | 1 | 0.1% | |
| -0.2307102423 | 1 | 0.1% | |
| -0.4367001734 | 1 | 0.1% | |
| -0.6089210608 | 1 | 0.1% | |
| 2.523985964 | 1 | 0.1% | |
| 0.4181901039 | 1 | 0.1% | |
| 0.5266573082 | 1 | 0.1% | |
| 0.6025697789 | 1 | 0.1% | |
| 0.5360139585 | 1 | 0.1% | |
| -0.2760153603 | 1 | 0.1% | |
| -0.6414901287 | 1 | 0.1% | |
| -0.04755492566 | 1 | 0.1% | |
| 0.3846648285 | 1 | 0.1% | |
| -0.6079530953 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.325521169 | 1 | 0.1% | |
| -2.882747959 | 1 | 0.1% | |
| -2.851201214 | 1 | 0.1% | |
| -2.801859865 | 1 | 0.1% | |
| -2.706981333 | 1 | 0.1% | |
| -2.632723635 | 1 | 0.1% | |
| -2.599821918 | 1 | 0.1% | |
| -2.586778265 | 1 | 0.1% | |
| -2.574188744 | 1 | 0.1% | |
| -2.529135074 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.89833445 | 1 | 0.1% | |
| 2.851446471 | 1 | 0.1% | |
| 2.648532997 | 1 | 0.1% | |
| 2.615497966 | 1 | 0.1% | |
| 2.523985964 | 1 | 0.1% | |
| 2.500839634 | 1 | 0.1% | |
| 2.444981416 | 1 | 0.1% | |
| 2.440975808 | 1 | 0.1% | |
| 2.414819911 | 1 | 0.1% | |
| 2.365027498 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01742363582 |
|---|---|
| Minimum | -3.170566469 |
| Maximum | 3.308664177 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.170566469 |
|---|---|
| 5-th percentile | -1.620621196 |
| Q1 | -0.6854056877 |
| median | 0.009984648376 |
| Q3 | 0.660320513 |
| 95-th percentile | 1.655806967 |
| Maximum | 3.308664177 |
| Range | 6.479230647 |
| Interquartile range (IQR) | 1.345726201 |
Descriptive statistics
| Standard deviation | 1.002868647 |
|---|---|
| Coefficient of variation (CV) | 57.55794355 |
| Kurtosis | -0.0810080648 |
| Mean | 0.01742363582 |
| Median Absolute Deviation (MAD) | 0.6864154486 |
| Skewness | 0.02696372783 |
| Sum | 17.42363582 |
| Variance | 1.005745523 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.7124179354 | 1 | 0.1% | |
| -0.008546239814 | 1 | 0.1% | |
| -0.6051303946 | 1 | 0.1% | |
| 0.2480995135 | 1 | 0.1% | |
| 1.430690349 | 1 | 0.1% | |
| -0.6661358842 | 1 | 0.1% | |
| 0.738693462 | 1 | 0.1% | |
| 1.567045925 | 1 | 0.1% | |
| -1.235785597 | 1 | 0.1% | |
| -2.604301321 | 1 | 0.1% | |
| -1.420579058 | 1 | 0.1% | |
| 0.3345215647 | 1 | 0.1% | |
| 0.677249851 | 1 | 0.1% | |
| 1.168367719 | 1 | 0.1% | |
| -0.04732245086 | 1 | 0.1% | |
| 1.855946378 | 1 | 0.1% | |
| 1.442612436 | 1 | 0.1% | |
| -1.107961447 | 1 | 0.1% | |
| 0.4411737862 | 1 | 0.1% | |
| 1.864567157 | 1 | 0.1% | |
| 0.2959264109 | 1 | 0.1% | |
| -0.9315535517 | 1 | 0.1% | |
| 1.254768076 | 1 | 0.1% | |
| -1.408672138 | 1 | 0.1% | |
| -0.03724863411 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.170566469 | 1 | 0.1% | |
| -2.814739551 | 1 | 0.1% | |
| -2.709744093 | 1 | 0.1% | |
| -2.628750369 | 1 | 0.1% | |
| -2.604301321 | 1 | 0.1% | |
| -2.545094292 | 1 | 0.1% | |
| -2.509413483 | 1 | 0.1% | |
| -2.440981353 | 1 | 0.1% | |
| -2.31195119 | 1 | 0.1% | |
| -2.307716684 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.308664177 | 1 | 0.1% | |
| 3.172156496 | 1 | 0.1% | |
| 3.054924934 | 1 | 0.1% | |
| 2.905359933 | 1 | 0.1% | |
| 2.619999349 | 1 | 0.1% | |
| 2.523721317 | 1 | 0.1% | |
| 2.440652069 | 1 | 0.1% | |
| 2.267421376 | 1 | 0.1% | |
| 2.254959729 | 1 | 0.1% | |
| 2.248147009 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.06954780384 |
|---|---|
| Minimum | -3.401992293 |
| Maximum | 2.934810723 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.401992293 |
|---|---|
| 5-th percentile | -1.695425622 |
| Q1 | -0.7260832989 |
| median | -0.08176472779 |
| Q3 | 0.5897032643 |
| 95-th percentile | 1.659873735 |
| Maximum | 2.934810723 |
| Range | 6.336803016 |
| Interquartile range (IQR) | 1.315786563 |
Descriptive statistics
| Standard deviation | 1.020763272 |
|---|---|
| Coefficient of variation (CV) | -14.67714601 |
| Kurtosis | 0.08989699156 |
| Mean | -0.06954780384 |
| Median Absolute Deviation (MAD) | 0.6538904237 |
| Skewness | 0.005051161313 |
| Sum | -69.54780384 |
| Variance | 1.041957657 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.7999596339 | 1 | 0.1% | |
| 0.7448967774 | 1 | 0.1% | |
| -0.1384483377 | 1 | 0.1% | |
| -0.2873850382 | 1 | 0.1% | |
| -1.144152382 | 1 | 0.1% | |
| -0.9830032235 | 1 | 0.1% | |
| 0.3351523029 | 1 | 0.1% | |
| 0.1429090161 | 1 | 0.1% | |
| -0.003692985 | 1 | 0.1% | |
| -1.856338243 | 1 | 0.1% | |
| -0.08588391095 | 1 | 0.1% | |
| 0.2544401839 | 1 | 0.1% | |
| 0.3813343617 | 1 | 0.1% | |
| 0.5615327732 | 1 | 0.1% | |
| -0.5108455436 | 1 | 0.1% | |
| 0.006035757125 | 1 | 0.1% | |
| -0.5174411398 | 1 | 0.1% | |
| 2.064680542 | 1 | 0.1% | |
| 0.04719720812 | 1 | 0.1% | |
| -0.6549644116 | 1 | 0.1% | |
| -0.1806656204 | 1 | 0.1% | |
| 0.371628691 | 1 | 0.1% | |
| 0.5213286754 | 1 | 0.1% | |
| 0.4753042703 | 1 | 0.1% | |
| -0.3361698317 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.401992293 | 1 | 0.1% | |
| -3.099419437 | 1 | 0.1% | |
| -3.034351244 | 1 | 0.1% | |
| -2.986066048 | 1 | 0.1% | |
| -2.930758994 | 1 | 0.1% | |
| -2.922207576 | 1 | 0.1% | |
| -2.813054784 | 1 | 0.1% | |
| -2.733831381 | 1 | 0.1% | |
| -2.614784456 | 1 | 0.1% | |
| -2.5775187 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.934810723 | 1 | 0.1% | |
| 2.865372868 | 1 | 0.1% | |
| 2.693506859 | 1 | 0.1% | |
| 2.657846533 | 1 | 0.1% | |
| 2.584413105 | 1 | 0.1% | |
| 2.581868565 | 1 | 0.1% | |
| 2.570820346 | 1 | 0.1% | |
| 2.535716662 | 1 | 0.1% | |
| 2.347240418 | 1 | 0.1% | |
| 2.298603513 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.0193133549 |
|---|---|
| Minimum | -3.668117642 |
| Maximum | 3.364675786 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.668117642 |
|---|---|
| 5-th percentile | -1.680888096 |
| Q1 | -0.6736513186 |
| median | 0.003752816893 |
| Q3 | 0.6133539308 |
| 95-th percentile | 1.584770483 |
| Maximum | 3.364675786 |
| Range | 7.032793429 |
| Interquartile range (IQR) | 1.287005249 |
Descriptive statistics
| Standard deviation | 0.9814132612 |
|---|---|
| Coefficient of variation (CV) | -50.81526573 |
| Kurtosis | 0.2484711907 |
| Mean | -0.0193133549 |
| Median Absolute Deviation (MAD) | 0.6482574926 |
| Skewness | -0.08598122895 |
| Sum | -19.3133549 |
| Variance | 0.9631719893 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.0382044357 | 1 | 0.1% | |
| -1.201373206 | 1 | 0.1% | |
| 0.7471759828 | 1 | 0.1% | |
| 0.1685314413 | 1 | 0.1% | |
| -0.04889550216 | 1 | 0.1% | |
| -0.1100042685 | 1 | 0.1% | |
| 0.1683534557 | 1 | 0.1% | |
| -1.105726876 | 1 | 0.1% | |
| 0.207524046 | 1 | 0.1% | |
| 0.776583119 | 1 | 0.1% | |
| 0.4931176495 | 1 | 0.1% | |
| -1.411699888 | 1 | 0.1% | |
| -1.955205513 | 1 | 0.1% | |
| 0.5746631302 | 1 | 0.1% | |
| -0.6767104347 | 1 | 0.1% | |
| 1.059084286 | 1 | 0.1% | |
| -0.02328913525 | 1 | 0.1% | |
| 0.3996988913 | 1 | 0.1% | |
| 0.7163858833 | 1 | 0.1% | |
| -0.9811593565 | 1 | 0.1% | |
| 1.347184957 | 1 | 0.1% | |
| 0.791836378 | 1 | 0.1% | |
| 0.1454332447 | 1 | 0.1% | |
| -0.4148709941 | 1 | 0.1% | |
| -0.877794327 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.668117642 | 1 | 0.1% | |
| -3.48684477 | 1 | 0.1% | |
| -3.06352786 | 1 | 0.1% | |
| -2.687449266 | 1 | 0.1% | |
| -2.670175597 | 1 | 0.1% | |
| -2.595131548 | 1 | 0.1% | |
| -2.569722492 | 1 | 0.1% | |
| -2.542453241 | 1 | 0.1% | |
| -2.506050807 | 1 | 0.1% | |
| -2.378182828 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.364675786 | 1 | 0.1% | |
| 2.710931943 | 1 | 0.1% | |
| 2.629373782 | 1 | 0.1% | |
| 2.522714162 | 1 | 0.1% | |
| 2.504245519 | 1 | 0.1% | |
| 2.48035321 | 1 | 0.1% | |
| 2.444347748 | 1 | 0.1% | |
| 2.413300978 | 1 | 0.1% | |
| 2.29567843 | 1 | 0.1% | |
| 2.288599913 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.05034271391 |
|---|---|
| Minimum | -2.788231452 |
| Maximum | 3.216233831 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.788231452 |
|---|---|
| 5-th percentile | -1.523953065 |
| Q1 | -0.6051667941 |
| median | 0.02044956398 |
| Q3 | 0.6815711011 |
| 95-th percentile | 1.62398232 |
| Maximum | 3.216233831 |
| Range | 6.004465283 |
| Interquartile range (IQR) | 1.286737895 |
Descriptive statistics
| Standard deviation | 0.9785051518 |
|---|---|
| Coefficient of variation (CV) | 19.43687727 |
| Kurtosis | 0.04847947073 |
| Mean | 0.05034271391 |
| Median Absolute Deviation (MAD) | 0.6417404161 |
| Skewness | 0.08880942248 |
| Sum | 50.34271391 |
| Variance | 0.9574723321 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.8881594228 | 1 | 0.1% | |
| 0.4521852447 | 1 | 0.1% | |
| 1.787833524 | 1 | 0.1% | |
| -1.279315354 | 1 | 0.1% | |
| -0.6983013643 | 1 | 0.1% | |
| -0.05268598093 | 1 | 0.1% | |
| -0.2170167399 | 1 | 0.1% | |
| -0.05674883926 | 1 | 0.1% | |
| 1.602757806 | 1 | 0.1% | |
| -0.367734788 | 1 | 0.1% | |
| 0.6811265139 | 1 | 0.1% | |
| -0.1346816462 | 1 | 0.1% | |
| -1.022525039 | 1 | 0.1% | |
| -1.285805061 | 1 | 0.1% | |
| -0.3522164548 | 1 | 0.1% | |
| 1.604704913 | 1 | 0.1% | |
| 0.2878090699 | 1 | 0.1% | |
| 1.520253518 | 1 | 0.1% | |
| 1.587522388 | 1 | 0.1% | |
| -0.259114352 | 1 | 0.1% | |
| 0.6804201893 | 1 | 0.1% | |
| -0.1961533227 | 1 | 0.1% | |
| -0.1918934738 | 1 | 0.1% | |
| 0.901793298 | 1 | 0.1% | |
| 1.770685859 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.788231452 | 1 | 0.1% | |
| -2.665023803 | 1 | 0.1% | |
| -2.625793337 | 1 | 0.1% | |
| -2.585167646 | 1 | 0.1% | |
| -2.434625568 | 1 | 0.1% | |
| -2.427513549 | 1 | 0.1% | |
| -2.423042457 | 1 | 0.1% | |
| -2.330150254 | 1 | 0.1% | |
| -2.286507614 | 1 | 0.1% | |
| -2.268296204 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.216233831 | 1 | 0.1% | |
| 3.164481619 | 1 | 0.1% | |
| 2.987728538 | 1 | 0.1% | |
| 2.913466147 | 1 | 0.1% | |
| 2.902052818 | 1 | 0.1% | |
| 2.851569019 | 1 | 0.1% | |
| 2.730913457 | 1 | 0.1% | |
| 2.710676997 | 1 | 0.1% | |
| 2.567005835 | 1 | 0.1% | |
| 2.533889556 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.007590104413 |
|---|---|
| Minimum | -3.185081497 |
| Maximum | 3.282257164 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.185081497 |
|---|---|
| 5-th percentile | -1.733758925 |
| Q1 | -0.6870854352 |
| median | 0.01260751132 |
| Q3 | 0.6922511299 |
| 95-th percentile | 1.713636173 |
| Maximum | 3.282257164 |
| Range | 6.467338661 |
| Interquartile range (IQR) | 1.379336565 |
Descriptive statistics
| Standard deviation | 1.040556924 |
|---|---|
| Coefficient of variation (CV) | 137.0938879 |
| Kurtosis | 0.000874378265 |
| Mean | 0.007590104413 |
| Median Absolute Deviation (MAD) | 0.6939843306 |
| Skewness | 0.06069363945 |
| Sum | 7.590104413 |
| Variance | 1.082758712 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.5010162045 | 1 | 0.1% | |
| 0.9536804406 | 1 | 0.1% | |
| 0.8398549319 | 1 | 0.1% | |
| -0.7446725091 | 1 | 0.1% | |
| 0.04557591974 | 1 | 0.1% | |
| 0.8582542102 | 1 | 0.1% | |
| -0.220874112 | 1 | 0.1% | |
| 0.1592702096 | 1 | 0.1% | |
| -0.01243184616 | 1 | 0.1% | |
| -0.5152935681 | 1 | 0.1% | |
| -2.571876128 | 1 | 0.1% | |
| 1.956504079 | 1 | 0.1% | |
| 0.007225939692 | 1 | 0.1% | |
| -0.02963671192 | 1 | 0.1% | |
| -0.9943637183 | 1 | 0.1% | |
| 0.8919630429 | 1 | 0.1% | |
| 0.1767477218 | 1 | 0.1% | |
| -0.2267063192 | 1 | 0.1% | |
| -0.004378827359 | 1 | 0.1% | |
| 0.4942203544 | 1 | 0.1% | |
| -0.6543740752 | 1 | 0.1% | |
| 0.4284028862 | 1 | 0.1% | |
| 0.4137522091 | 1 | 0.1% | |
| -1.861153888 | 1 | 0.1% | |
| 2.206406511 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.185081497 | 1 | 0.1% | |
| -2.99094643 | 1 | 0.1% | |
| -2.854567927 | 1 | 0.1% | |
| -2.763027531 | 1 | 0.1% | |
| -2.755607257 | 1 | 0.1% | |
| -2.593150663 | 1 | 0.1% | |
| -2.571876128 | 1 | 0.1% | |
| -2.567718789 | 1 | 0.1% | |
| -2.527750683 | 1 | 0.1% | |
| -2.438782212 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.282257164 | 1 | 0.1% | |
| 3.129184109 | 1 | 0.1% | |
| 3.054616628 | 1 | 0.1% | |
| 2.810895028 | 1 | 0.1% | |
| 2.797261853 | 1 | 0.1% | |
| 2.679499957 | 1 | 0.1% | |
| 2.67016799 | 1 | 0.1% | |
| 2.632129367 | 1 | 0.1% | |
| 2.564196702 | 1 | 0.1% | |
| 2.542472537 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.03625307248 |
|---|---|
| Minimum | -2.860270442 |
| Maximum | 3.149857452 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.860270442 |
|---|---|
| 5-th percentile | -1.650260351 |
| Q1 | -0.6985350349 |
| median | -0.03891161356 |
| Q3 | 0.610472285 |
| 95-th percentile | 1.669813011 |
| Maximum | 3.149857452 |
| Range | 6.010127894 |
| Interquartile range (IQR) | 1.30900732 |
Descriptive statistics
| Standard deviation | 1.01089073 |
|---|---|
| Coefficient of variation (CV) | -27.88427741 |
| Kurtosis | 0.01705462159 |
| Mean | -0.03625307248 |
| Median Absolute Deviation (MAD) | 0.6591570664 |
| Skewness | 0.148922757 |
| Sum | -36.25307248 |
| Variance | 1.021900068 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.5439010838 | 1 | 0.1% | |
| -0.914642703 | 1 | 0.1% | |
| 0.9060262117 | 1 | 0.1% | |
| 1.280141663 | 1 | 0.1% | |
| -0.2265647195 | 1 | 0.1% | |
| 1.606407681 | 1 | 0.1% | |
| -1.490481193 | 1 | 0.1% | |
| -0.1499947613 | 1 | 0.1% | |
| -0.7281944232 | 1 | 0.1% | |
| 0.8708135942 | 1 | 0.1% | |
| 0.5039596877 | 1 | 0.1% | |
| 0.1344176234 | 1 | 0.1% | |
| 0.8395721986 | 1 | 0.1% | |
| 0.08556987522 | 1 | 0.1% | |
| 0.0892360404 | 1 | 0.1% | |
| 0.4470530691 | 1 | 0.1% | |
| -0.9637704652 | 1 | 0.1% | |
| -0.9368424297 | 1 | 0.1% | |
| -1.562193416 | 1 | 0.1% | |
| 0.3726834266 | 1 | 0.1% | |
| 1.285966044 | 1 | 0.1% | |
| -0.4242787009 | 1 | 0.1% | |
| -0.09304157141 | 1 | 0.1% | |
| -0.5284061441 | 1 | 0.1% | |
| 1.123439878 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.860270442 | 1 | 0.1% | |
| -2.749772841 | 1 | 0.1% | |
| -2.691414142 | 1 | 0.1% | |
| -2.621594536 | 1 | 0.1% | |
| -2.519503074 | 1 | 0.1% | |
| -2.328731539 | 1 | 0.1% | |
| -2.321173802 | 1 | 0.1% | |
| -2.29180018 | 1 | 0.1% | |
| -2.272319932 | 1 | 0.1% | |
| -2.264673691 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.149857452 | 1 | 0.1% | |
| 3.079779043 | 1 | 0.1% | |
| 2.960716197 | 1 | 0.1% | |
| 2.825464041 | 1 | 0.1% | |
| 2.736216341 | 1 | 0.1% | |
| 2.71149111 | 1 | 0.1% | |
| 2.69281825 | 1 | 0.1% | |
| 2.664968272 | 1 | 0.1% | |
| 2.651203863 | 1 | 0.1% | |
| 2.497018803 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.003859921933 |
|---|---|
| Minimum | -3.78834231 |
| Maximum | 3.600723821 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.78834231 |
|---|---|
| 5-th percentile | -1.679335171 |
| Q1 | -0.6582695296 |
| median | 0.06559124407 |
| Q3 | 0.6624970656 |
| 95-th percentile | 1.678103024 |
| Maximum | 3.600723821 |
| Range | 7.389066131 |
| Interquartile range (IQR) | 1.320766595 |
Descriptive statistics
| Standard deviation | 1.032069904 |
|---|---|
| Coefficient of variation (CV) | 267.3810305 |
| Kurtosis | 0.3331986807 |
| Mean | 0.003859921933 |
| Median Absolute Deviation (MAD) | 0.6639508944 |
| Skewness | -0.1561327963 |
| Sum | 3.859921933 |
| Variance | 1.065168287 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.4030767014 | 1 | 0.1% | |
| -0.3223178373 | 1 | 0.1% | |
| -0.1326950498 | 1 | 0.1% | |
| -0.1554991621 | 1 | 0.1% | |
| -1.793013419 | 1 | 0.1% | |
| 0.8848080429 | 1 | 0.1% | |
| 0.3017270144 | 1 | 0.1% | |
| 1.106866031 | 1 | 0.1% | |
| 0.4042381961 | 1 | 0.1% | |
| -0.8527334715 | 1 | 0.1% | |
| 1.06772794 | 1 | 0.1% | |
| 1.342150109 | 1 | 0.1% | |
| -0.5749499793 | 1 | 0.1% | |
| 2.218609017 | 1 | 0.1% | |
| 0.03742058826 | 1 | 0.1% | |
| 1.01857848 | 1 | 0.1% | |
| -1.0594116 | 1 | 0.1% | |
| 0.8184749693 | 1 | 0.1% | |
| -1.032702377 | 1 | 0.1% | |
| 2.053097553 | 1 | 0.1% | |
| 1.059443308 | 1 | 0.1% | |
| -0.596381942 | 1 | 0.1% | |
| -0.09520961317 | 1 | 0.1% | |
| 0.7466888766 | 1 | 0.1% | |
| 0.6262050243 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.78834231 | 1 | 0.1% | |
| -3.578037164 | 1 | 0.1% | |
| -3.5028048 | 1 | 0.1% | |
| -3.256322833 | 1 | 0.1% | |
| -3.155274956 | 1 | 0.1% | |
| -2.994338876 | 1 | 0.1% | |
| -2.948311746 | 1 | 0.1% | |
| -2.902957938 | 1 | 0.1% | |
| -2.874366014 | 1 | 0.1% | |
| -2.701558481 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.600723821 | 1 | 0.1% | |
| 2.809905666 | 1 | 0.1% | |
| 2.711279725 | 1 | 0.1% | |
| 2.673195826 | 1 | 0.1% | |
| 2.634707925 | 1 | 0.1% | |
| 2.555774679 | 1 | 0.1% | |
| 2.516489712 | 1 | 0.1% | |
| 2.515520796 | 1 | 0.1% | |
| 2.456667478 | 1 | 0.1% | |
| 2.438450422 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02080367011 |
|---|---|
| Minimum | -3.205085052 |
| Maximum | 3.264380567 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.205085052 |
|---|---|
| 5-th percentile | -1.673919493 |
| Q1 | -0.6703334736 |
| median | 0.04523507387 |
| Q3 | 0.7153451973 |
| 95-th percentile | 1.675228106 |
| Maximum | 3.264380567 |
| Range | 6.469465619 |
| Interquartile range (IQR) | 1.385678671 |
Descriptive statistics
| Standard deviation | 1.011345152 |
|---|---|
| Coefficient of variation (CV) | 48.61378528 |
| Kurtosis | 0.05369875681 |
| Mean | 0.02080367011 |
| Median Absolute Deviation (MAD) | 0.6991991844 |
| Skewness | -0.06757436076 |
| Sum | 20.80367011 |
| Variance | 1.022819016 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1.017699761 | 1 | 0.1% | |
| 0.3497976072 | 1 | 0.1% | |
| -0.0814305856 | 1 | 0.1% | |
| -0.1223782465 | 1 | 0.1% | |
| -0.09221261223 | 1 | 0.1% | |
| -0.9160116353 | 1 | 0.1% | |
| -0.2100125597 | 1 | 0.1% | |
| 0.4223040045 | 1 | 0.1% | |
| -0.862678079 | 1 | 0.1% | |
| 0.3627762177 | 1 | 0.1% | |
| 0.04042687888 | 1 | 0.1% | |
| -0.9069503677 | 1 | 0.1% | |
| 0.9223893389 | 1 | 0.1% | |
| 0.8809430585 | 1 | 0.1% | |
| 1.262485079 | 1 | 0.1% | |
| 0.8198887151 | 1 | 0.1% | |
| -0.5515216932 | 1 | 0.1% | |
| 1.073175862 | 1 | 0.1% | |
| -0.4196083798 | 1 | 0.1% | |
| 0.8861882697 | 1 | 0.1% | |
| -1.351772676 | 1 | 0.1% | |
| -0.4664860241 | 1 | 0.1% | |
| -0.4234093526 | 1 | 0.1% | |
| -0.9687656064 | 1 | 0.1% | |
| 0.3708185797 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.205085052 | 1 | 0.1% | |
| -3.025190574 | 1 | 0.1% | |
| -2.983000705 | 1 | 0.1% | |
| -2.867680045 | 1 | 0.1% | |
| -2.650840742 | 1 | 0.1% | |
| -2.620393753 | 1 | 0.1% | |
| -2.564882748 | 1 | 0.1% | |
| -2.44648952 | 1 | 0.1% | |
| -2.40718629 | 1 | 0.1% | |
| -2.403710915 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.264380567 | 1 | 0.1% | |
| 2.887017399 | 1 | 0.1% | |
| 2.850648715 | 1 | 0.1% | |
| 2.731056739 | 1 | 0.1% | |
| 2.601453177 | 1 | 0.1% | |
| 2.55939439 | 1 | 0.1% | |
| 2.539871665 | 1 | 0.1% | |
| 2.468708119 | 1 | 0.1% | |
| 2.356389527 | 1 | 0.1% | |
| 2.337988772 | 1 | 0.1% |
y
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 500 | 50.0% | |
| 0 | 500 | 50.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -0.443250 | -0.342036 | 1.373908 | -0.070531 | 0.564130 | 0.925309 | -0.310333 | 0.890853 | 1.039581 | -0.669741 | 1 |
| 1 | 1.230012 | 1.104305 | 1.408306 | 1.563800 | 0.730108 | -1.051826 | -1.648237 | 1.265525 | 1.108128 | 1.342670 | 1 |
| 2 | -0.626974 | -0.221073 | 0.599768 | -0.814940 | 0.947891 | -0.193940 | -1.092746 | -0.914643 | -0.304626 | 0.780622 | 0 |
| 3 | -0.203356 | 1.102541 | -1.695612 | 0.630432 | -0.853570 | -0.097504 | -1.878436 | 0.088738 | 1.067728 | 0.018009 | 1 |
| 4 | 0.414291 | -0.659656 | 1.635342 | 0.507062 | 0.129684 | 0.661946 | -2.012410 | 1.403161 | -0.445856 | 0.623676 | 1 |
| 5 | 1.467819 | 0.075853 | 0.315528 | -0.517441 | -0.510529 | -1.116447 | -0.663295 | 0.773324 | 0.373512 | 0.484847 | 1 |
| 6 | -1.932071 | 1.907612 | -0.846216 | 1.669671 | 0.661527 | 0.420374 | -0.496145 | -1.552295 | -1.504518 | 0.142113 | 0 |
| 7 | -0.736341 | -0.089265 | -0.318313 | 0.572952 | -1.295395 | -0.658978 | 0.373717 | 0.690862 | 0.723238 | 1.827963 | 1 |
| 8 | -0.443058 | -0.605626 | -1.109195 | 0.010365 | 0.583521 | 0.823901 | -1.048169 | 0.993750 | 0.630946 | -0.123071 | 1 |
| 9 | -1.002351 | -0.888541 | -0.540572 | 0.085350 | -1.221651 | -0.865834 | -0.056596 | 0.644671 | -0.890811 | 1.927982 | 0 |
Last rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | -0.864608 | -0.691314 | -1.056181 | 0.309340 | -2.595132 | 0.174982 | 0.314426 | 0.626716 | 0.824230 | -1.201318 | 0 |
| 991 | 0.450615 | -0.425939 | -1.159300 | 0.142909 | 0.574663 | -0.574704 | 0.317659 | 0.709293 | 0.486560 | -0.275714 | 1 |
| 992 | -1.124020 | 0.634591 | 1.855946 | -1.643351 | 1.564701 | -0.632416 | 0.727103 | 0.428797 | -1.747969 | -1.360627 | 0 |
| 993 | -1.674765 | 0.347229 | -0.306622 | -0.826071 | 0.173122 | -0.095492 | 0.210708 | -0.878807 | -0.512205 | -2.348956 | 0 |
| 994 | 1.068888 | -2.070300 | 0.589843 | -0.636823 | 0.657433 | -1.999020 | 0.935144 | -1.042555 | -1.315338 | -0.572415 | 1 |
| 995 | 0.262433 | 0.584710 | -0.072732 | 0.431633 | -0.689274 | -0.481871 | 1.855814 | 0.435476 | -0.081426 | -1.104702 | 0 |
| 996 | 1.746207 | -1.411492 | 0.560447 | -1.395982 | -0.483999 | -0.962137 | -0.505549 | 1.838681 | 3.600724 | 0.749174 | 0 |
| 997 | -0.707936 | 0.377184 | -1.543796 | -0.915501 | 2.629374 | 0.493969 | -1.585680 | -1.140155 | 0.401511 | 0.355879 | 0 |
| 998 | 0.472435 | 0.534336 | 0.517495 | -1.039012 | 0.692112 | 0.392846 | 0.564319 | 1.580333 | 1.625789 | 0.533116 | 1 |
| 999 | 1.598692 | -1.619889 | 1.702705 | -1.054523 | 1.009463 | -1.125848 | 0.487510 | -1.191525 | 0.142768 | 0.933632 | 1 |